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Mixture of Experts

2021

  1. Google

    GLaM

    Google Brain's trillion-weight sparse mixture-of-experts (MoE) model; competitive with GPT-3, more efficiently.

2023

  1. Mistral

    Mixtral 8x7B

    Sparse mixture-of-experts (MoE) model with open weights under Apache 2.0; beats Llama 2 70B on most benchmarks.

2024

  1. Google

    Gemini 1.5

    Gemini 1.5 Pro, a mixture-of-experts (MoE) model, matches 1.0 Ultra with less compute and offers up to 1M tokens.

  2. DeepSeek

    DeepSeek-V3

    Open-weights mixture-of-experts (MoE) model with 671B parameters, 37B active, trained on 14.8T tokens.